Concepedia

Identifying impacts of air pollution on subacute asthma symptoms using digital medication sensors

Jason Su, Meredith Barrett, Veronica Combs, Kelly Henderson, David Van Sickle, Chris Hogg, Grace Simrall, Sarah Moyer, Paul Tarini, Oktawia Wójcik,

International Journal of Epidemiology · 2021 · 22 citations · 39 references

DOI Full text

Open access

Abstract

Daily exposure to multiple pollutants was associated with increases in daily asthma rescue medication use for same day and lagged exposures up to 3 days. Associations were consistent when evaluated with the random forest modelling approach.

References

39

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Leo Breiman · Machine Learning · 2001 · 119.3K citations · Full text

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Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations

Artificial Intelligence, Engineering, Machine Learning +19

glmmTMB Balances Speed and Flexibility Among Packages for Zero-inflated Generalized Linear Mixed Modeling

M. Brooks, Kasper Kristensen, Koen J. van Benthem et al. · The R Journal · 2017 · 11.4K citations · Full text

Glmmtmb Package, Zero-inflated Models, Count Data +12

The contribution of outdoor air pollution sources to premature mortality on a global scale

Jos Lelieveld, John S. Evans, Mohammed S. Fnais et al. · Nature · 2015 · 5.9K citations · Full text

Global Health, Environmental Health, Environmental Epidemiology +7

Development of the asthma control test

Robert A. Nathan, Christine A. Sorkness, Mark Kosinski et al. · Journal of Allergy and Clinical Immunology · 2004 · 2.8K citations